{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Numpy数组比较&布尔运算\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 罗贺祥\n",
    "- 年级: 2022\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 2班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容为我个人书写非直接抄袭所得。\n",
    "    - 我可以解释答题思路并复现我的答案。\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from skimage import io\n",
    "import cv2 as cv\n",
    "\n",
    "\n",
    "img    =  io.imread('stop.jpg')\n",
    "#  得到红色主导色部分掩模\n",
    "avg  =  cv.imread('stop.jpg',0)\n",
    "    #  1.  得到均值灰度图\n",
    "r  =  img[:,:,0]\n",
    "    #  2.  得到红色通道灰度图\n",
    "mask  =r>(1.5*avg)\n",
    "    #  3.  得到红色主导色掩模  mask(严格系数为1.5)\n",
    "\n",
    "img2    =  io.imread('stop.jpg')\n",
    "img2[mask]=[0,0,255]\n",
    "    #  红色主导色部分改为蓝色\n",
    "\n",
    "img3    =  io.imread('stop.jpg')\n",
    "img3[mask]=[0,0,0]\n",
    "    #  只保留非红色主导色部分\n",
    "\n",
    "img4    =  io.imread('stop.jpg')\n",
    "#  只保留红色主导色部分\n",
    "img4[r<=1.5*avg]=[0,0,0]\n",
    "            \n",
    "\n",
    "\n",
    "fg,ax=plt.subplots(1,5,figsize=(20,4))\n",
    "ax[0].imshow(img)\n",
    "ax[0].set_title('stop.jpg')\n",
    "ax[1].imshow(mask,cmap='gray')\n",
    "ax[1].set_title('mask')\n",
    "ax[2].imshow(img2)\n",
    "ax[2].set_title('red  ->  blue')\n",
    "ax[3].imshow(img3)\n",
    "ax[3].set_title('only  backgroud')\n",
    "ax[4].imshow(img4)\n",
    "ax[4].set_title('only  masked')\n",
    "\n",
    "#  调整子图位置\n",
    "#  以最紧凑模式把plt.show()对应内容保存显示内容到  out.png\n",
    "plt.tight_layout()  \n",
    "plt.savefig('out.png',  bbox_inches='tight') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'red_mark.jpeg'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-bbbd8da59b83>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mimg\u001b[0m  \u001b[0;34m=\u001b[0m  \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"red_mark.jpeg\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m   \u001b[0;31m#  读入RGB图:  red_mark.jpeg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/skimage/io/_io.py\u001b[0m in \u001b[0;36mimread\u001b[0;34m(fname, as_gray, plugin, flatten, **plugin_args)\u001b[0m\n\u001b[1;32m     60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mfile_or_url_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 62\u001b[0;31m         \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcall_plugin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'imread'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mplugin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplugin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mplugin_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'ndim'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/skimage/io/manage_plugins.py\u001b[0m in \u001b[0;36mcall_plugin\u001b[0;34m(kind, *args, **kwargs)\u001b[0m\n\u001b[1;32m    212\u001b[0m                                (plugin, kind))\n\u001b[1;32m    213\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 214\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    215\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    216\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/skimage/io/_plugins/pil_plugin.py\u001b[0m in \u001b[0;36mimread\u001b[0;34m(fname, dtype, img_num, **kwargs)\u001b[0m\n\u001b[1;32m     33\u001b[0m     \"\"\"\n\u001b[1;32m     34\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring_types\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m         \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m             \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mpil_to_ndarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg_num\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimg_num\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'red_mark.jpeg'"
     ]
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import io\n",
    "import cv2 as cv\n",
    "\n",
    "\n",
    "img  =  io.imread(\"red_mark.jpeg\")\n",
    "  #  读入RGB图:  red_mark.jpeg\n",
    "\n",
    "#  构建一个3个子图的画板,  长15,  宽6\n",
    "_,ax = plt.subplots(1,3,figsize=(15,6))\n",
    "\n",
    "ax[0].imshow(img)\n",
    "  #  在第一个子图显示原图\n",
    "\n",
    "#  得到红色标记掩模\n",
    "avg=cv.imread('red_mark.jpeg',0)\n",
    "                #  1.  得到均值灰度图\n",
    "r=img[:,:,0]\n",
    "                #  2.  得到红色通道灰度图\n",
    "mask=(r>1.5*avg) & (r>200)\n",
    "                #  3.  得到红色主导色掩模  mask(严格系数为1.3，且大于200)\n",
    "ax[1].imshow(mask,cmap='gray')\n",
    "                #  4.  在子图2显示掩模\n",
    "\n",
    "img1=io.imread('red_mark.jpeg')\n",
    "img1[mask]=[255,255,255]\n",
    "                #  把红色标记部分变成白色的\n",
    "ax[2].imshow(img1)\n",
    "            #  在子图3显示(大部分)去除红色标记后原图\n",
    "\n",
    "#  调整子图位置\n",
    "#  以最紧凑模式把plt.show()对应内容保存显示内容到  out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png',  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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